Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach

Abstract The increasing complexity of aviation systems and the rise of unpredictable “Black Swan” events necessitate resilience-based safety management strategies. Flight Crew Resilient Behavior (FCRB), defined as the ability of flight crews to adapt effectively beyond standard operating procedures,...

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Main Authors: Peng He, Fei Lu, Ruishan Sun, Zhaoning Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-85990-4
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author Peng He
Fei Lu
Ruishan Sun
Zhaoning Zhang
author_facet Peng He
Fei Lu
Ruishan Sun
Zhaoning Zhang
author_sort Peng He
collection DOAJ
description Abstract The increasing complexity of aviation systems and the rise of unpredictable “Black Swan” events necessitate resilience-based safety management strategies. Flight Crew Resilient Behavior (FCRB), defined as the ability of flight crews to adapt effectively beyond standard operating procedures, is critical for ensuring operational safety. Despite its significance, systematic approaches to understanding and managing FCRB remain underdeveloped. This study builds on American Airlines’ pioneering work by extending the FCRB scope to the Chinese aviation sector, and identifies 22 key factors influencing FCRB across individual, cockpit, organizational, and social dimensions through a comprehensive literature review and expert interviews. A hierarchical model was developed using Interpretive Structural Modeling (ISM) to uncover the relationships and layered dependencies among these factors. Subsequently, the Decision-Making Trial and Evaluation Laboratory (DEMATEL) method was applied to analyze causal relationships and interaction strengths, pinpointing critical driving and dependent factors within the system. The integrated ISM-DEMATEL analysis revealed seven management pathways, offering actionable strategies to enhance FCRB through targeted interventions in knowledge development, safety culture, and responsibility. These findings provide a robust framework for airlines, aviation authorities, and manufacturers to manage FCRB proactively, address both anticipated and unforeseen challenges, and advance aviation safety.
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spelling doaj-art-c91618fb40d44dfb992cac4d33f5e82d2025-01-12T12:16:19ZengNature PortfolioScientific Reports2045-23222025-01-0115111410.1038/s41598-025-85990-4Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approachPeng He0Fei Lu1Ruishan Sun2Zhaoning Zhang3School of Traffic and Transportation Engineering, Xinjiang UniversityCollege of Air Traffic Management, Civil Aviation University of ChinaCollege of Safety Science and Engineering, Civil Aviation University of ChinaCollege of Air Traffic Management, Civil Aviation University of ChinaAbstract The increasing complexity of aviation systems and the rise of unpredictable “Black Swan” events necessitate resilience-based safety management strategies. Flight Crew Resilient Behavior (FCRB), defined as the ability of flight crews to adapt effectively beyond standard operating procedures, is critical for ensuring operational safety. Despite its significance, systematic approaches to understanding and managing FCRB remain underdeveloped. This study builds on American Airlines’ pioneering work by extending the FCRB scope to the Chinese aviation sector, and identifies 22 key factors influencing FCRB across individual, cockpit, organizational, and social dimensions through a comprehensive literature review and expert interviews. A hierarchical model was developed using Interpretive Structural Modeling (ISM) to uncover the relationships and layered dependencies among these factors. Subsequently, the Decision-Making Trial and Evaluation Laboratory (DEMATEL) method was applied to analyze causal relationships and interaction strengths, pinpointing critical driving and dependent factors within the system. The integrated ISM-DEMATEL analysis revealed seven management pathways, offering actionable strategies to enhance FCRB through targeted interventions in knowledge development, safety culture, and responsibility. These findings provide a robust framework for airlines, aviation authorities, and manufacturers to manage FCRB proactively, address both anticipated and unforeseen challenges, and advance aviation safety.https://doi.org/10.1038/s41598-025-85990-4
spellingShingle Peng He
Fei Lu
Ruishan Sun
Zhaoning Zhang
Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
Scientific Reports
title Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
title_full Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
title_fullStr Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
title_full_unstemmed Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
title_short Examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ISM-DEMATEL approach
title_sort examining influencing factors and their hierarchical relationships in flight crew resilient behavior through a hybrid ism dematel approach
url https://doi.org/10.1038/s41598-025-85990-4
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